career-ops

name

career-ops

description

Full career operations suite — evaluate job offers (A-G scoring), compare multiple offers, auto-pipeline from URLs, portal scanning, batch processing, ATS-optimized PDF/LaTeX CV generation, interview prep, application assistance, LinkedIn outreach, deep company research, application tracking, rejection pattern analysis, follow-up cadence, training evaluation, and portfolio project evaluation. Triggers on job, career, offer, oferta, bewerbung, CV, resume, interview, scan, pipeline, tracker.

Career-Ops — AI Job Search Pipeline

Complete career operations suite adapted for OpenClaw. Reads ~/.openclaw/workspace/career-ops-data/ for all user data.

Quick Reference

Intent	Route to
Evaluate a single job offer (URL or text)	skills/career-ops/skills/evaluate/
Compare multiple offers	skills/career-ops/skills/compare/
Paste URL → full auto-pipeline	skills/career-ops/skills/auto-pipeline/
Scan job portals for new offers	skills/career-ops/skills/scan/
Batch evaluate multiple jobs	skills/career-ops/skills/batch/
Process pending URLs from inbox	skills/career-ops/skills/pipeline/
Generate ATS-optimized PDF	skills/career-ops/skills/pdf/
Generate LaTeX CV	skills/career-ops/skills/latex/
Interview prep for a company	skills/career-ops/skills/interview/
Fill out application form	skills/career-ops/skills/apply/
LinkedIn outreach message	skills/career-ops/skills/contact/
Deep company research	skills/career-ops/skills/research/
Check application status	skills/career-ops/skills/tracker/
Analyze rejection patterns	skills/career-ops/skills/patterns/
Follow-up cadence tracker	skills/career-ops/skills/followup/
Evaluate a course/certification	skills/career-ops/skills/training/
Evaluate a portfolio project	skills/career-ops/skills/project/

Data Paths

All user data lives in ~/.openclaw/workspace/career-ops-data/:

File	Purpose
cv.md	Candidate's CV (source of truth)
config/profile.yml	Candidate identity, targets, comp
data/applications.md	Application tracker
data/pipeline.md	Inbox of pending URLs
data/scan-history.tsv	Scanner dedup history
data/follow-ups.md	Follow-up history
portals.yml	Portal scanner config
reports/	Evaluation reports
output/	Generated PDFs
jds/	Saved job descriptions
interview-prep/story-bank.md	Reusable STAR+R stories

Scripts

Utility scripts are in ~/.openclaw/workspace/skills/career-ops/scripts/:

Script	Purpose
generate-pdf.mjs	HTML → PDF via Playwright
generate-latex.mjs	LaTeX CV validator + compiler
scan.mjs	Zero-token portal scanner (Greenhouse/Ashby/Lever APIs)
check-liveness.mjs	Job posting liveness checker
liveness-browser.mjs	Browser-based liveness checks
liveness-core.mjs	Shared liveness logic
merge-tracker.mjs	Merge TSV tracker additions
dedup-tracker.mjs	Deduplicate tracker entries
normalize-statuses.mjs	Normalize status names
verify-pipeline.mjs	Pipeline integrity checks
analyze-patterns.mjs	Pattern analysis (JSON output)
followup-cadence.mjs	Follow-up cadence calculator
update-system.mjs	Career-ops update checker
cv-sync-check.mjs	CV source sync verification
doctor.mjs	System health check
test-all.mjs	Run all tests
gemini-eval.mjs	Gemini-based evaluation
cv-template.html	ATS-optimized HTML template
states.yml	Canonical application states

Run scripts with: node ~/.openclaw/workspace/skills/career-ops/scripts/{script}.mjs

References

Reference	Content
references/scoring-system.md	A-G scoring, archetype detection, global rules, ATS writing rules
references/writing-style.md	Writing style calibration, tone extraction, persistence
references/german-locale.md	DACH market specifics (13. Monatsgehalt, Probezeit, AGG, etc.)
references/ats-providers.md	Greenhouse/Ashby/Lever API patterns and provider contract

Language Detection

• Default: English modes
• If user targets German-language postings, lives in DACH, or asks for German → read references/german-locale.md and use German output
• If config/profile.yml has language.modes_dir set → use that locale
• If user applies to English-language roles at German companies → use English modes unless user explicitly requested German

Onboarding

On first use, check if required files exist in career-ops-data/:

1. cv.md — if missing, ask user to provide CV
2. config/profile.yml — if missing, copy from profile template and guide user
3. portals.yml — if missing, copy from example
4. data/applications.md — if missing, create with header row

Before first use, run:

cd ~/.openclaw/workspace/skills/career-ops
npm install
npx playwright install chromium

If any are missing, enter onboarding mode before proceeding with evaluations.

Ethical Use

• NEVER submit applications without user review
• Discourage low-fit applications — if score < 4.0, recommend against applying
• Quality over speed — fewer well-targeted applications beat mass blasts
• Respect recruiters' time — only send what's worth reading